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Add comprehensive ANN benchmarking suite (#279)
Extend benchmarks-ann/ with results database (SQLite with per-query detail and continuous writes), dataset subfolder organization, --subset-size and --warmup options. Supports systematic comparison across flat, rescore, IVF, and DiskANN index types.
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